Cargando…
Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models
OBJECTIVE: To explore the correlations of radiomic features of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) with microvessel density (MVD) in patients with hepatocellular carcinoma (HCC), based on single-input and dual-input two-compartment extended Tofts (SITET and DITET) models....
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7944531/ https://www.ncbi.nlm.nih.gov/pubmed/33682491 http://dx.doi.org/10.1177/0300060521997586 |
_version_ | 1783662695126401024 |
---|---|
author | Liang, Hongwei Hu, Chunhong Lu, Jian Zhang, Tao Jiang, Jifeng Ding, Ding Du, Sheng Duan, Shaofeng |
author_facet | Liang, Hongwei Hu, Chunhong Lu, Jian Zhang, Tao Jiang, Jifeng Ding, Ding Du, Sheng Duan, Shaofeng |
author_sort | Liang, Hongwei |
collection | PubMed |
description | OBJECTIVE: To explore the correlations of radiomic features of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) with microvessel density (MVD) in patients with hepatocellular carcinoma (HCC), based on single-input and dual-input two-compartment extended Tofts (SITET and DITET) models. METHODS: We compared the quantitative parameters of SITET and DITET models for DCE-MRI in 30 patients with HCC using paired sample t-tests. The correlations of SITET and DITET model parameters with CD31-MVD and CD34-MVD were analyzed using Pearson’s correlation analysis. A diagnostic model of CD34-MVD was established and the diagnostic abilities of models for MVD were analyzed using receiver operating characteristic curve (ROC) analysis. RESULTS: There were significant differences between the quantitative parameters in the two kinds of models. Compared with SITET, DITET parameters showed better correlations with CD31-MVD and CD34-MVD. The K(trans) and Ve radiomics features of the DITET model showed high efficiency for predicting the level of CD34-MVD according to ROC analysis, with areas under curves of 0.83 and 0.94, respectively. CONCLUSION: Compared with SITET, the DITET model provides a better indication of the microcirculation of HCC and is thus more suitable for examining patients with HCC. |
format | Online Article Text |
id | pubmed-7944531 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-79445312021-03-23 Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models Liang, Hongwei Hu, Chunhong Lu, Jian Zhang, Tao Jiang, Jifeng Ding, Ding Du, Sheng Duan, Shaofeng J Int Med Res Retrospective Clinical Research Report OBJECTIVE: To explore the correlations of radiomic features of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) with microvessel density (MVD) in patients with hepatocellular carcinoma (HCC), based on single-input and dual-input two-compartment extended Tofts (SITET and DITET) models. METHODS: We compared the quantitative parameters of SITET and DITET models for DCE-MRI in 30 patients with HCC using paired sample t-tests. The correlations of SITET and DITET model parameters with CD31-MVD and CD34-MVD were analyzed using Pearson’s correlation analysis. A diagnostic model of CD34-MVD was established and the diagnostic abilities of models for MVD were analyzed using receiver operating characteristic curve (ROC) analysis. RESULTS: There were significant differences between the quantitative parameters in the two kinds of models. Compared with SITET, DITET parameters showed better correlations with CD31-MVD and CD34-MVD. The K(trans) and Ve radiomics features of the DITET model showed high efficiency for predicting the level of CD34-MVD according to ROC analysis, with areas under curves of 0.83 and 0.94, respectively. CONCLUSION: Compared with SITET, the DITET model provides a better indication of the microcirculation of HCC and is thus more suitable for examining patients with HCC. SAGE Publications 2021-03-07 /pmc/articles/PMC7944531/ /pubmed/33682491 http://dx.doi.org/10.1177/0300060521997586 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by-nc/4.0/ Creative Commons Non Commercial CC BY-NC: This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Retrospective Clinical Research Report Liang, Hongwei Hu, Chunhong Lu, Jian Zhang, Tao Jiang, Jifeng Ding, Ding Du, Sheng Duan, Shaofeng Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models |
title | Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models |
title_full | Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models |
title_fullStr | Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models |
title_full_unstemmed | Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models |
title_short | Correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models |
title_sort | correlation of radiomic features on dynamic contrast-enhanced magnetic resonance with microvessel density in hepatocellular carcinoma based on different models |
topic | Retrospective Clinical Research Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7944531/ https://www.ncbi.nlm.nih.gov/pubmed/33682491 http://dx.doi.org/10.1177/0300060521997586 |
work_keys_str_mv | AT lianghongwei correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels AT huchunhong correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels AT lujian correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels AT zhangtao correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels AT jiangjifeng correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels AT dingding correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels AT dusheng correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels AT duanshaofeng correlationofradiomicfeaturesondynamiccontrastenhancedmagneticresonancewithmicrovesseldensityinhepatocellularcarcinomabasedondifferentmodels |